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arXiv 2602.16792astro-ph.IMastro-ph.HEgr-qc
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基于时间-频率超额功率的LISA中大质量黑洞双星预并检测

Fast premerger detection of massive black-hole binaries in LISA based on time-frequency excess power

Università dell’Insubria(因苏布里亚大学);INFN, Sezione di Milano-Bicocca(米兰比可卡大学意大利国家核物理研究所);Università degli Studi di Milano-Bicocca(米兰比可卡大学);Université Côte d’Azur(蔚蓝海岸大学);Observatoire de la Côte d’Azur(蔚蓝海岸天文台);University of Birmingham(伯明翰大学)

Francesco Nobili, Malvina Bellotti, Riccardo Buscicchio, Massimo Dotti, Alessandro Lupi

AI总结:

基于时间-频率超额功率的快速算法用于LISA中大质量黑洞双星预并检测,实现高精度参数估计与实时警报生成。

摘要:

激光干涉空间天线预计能够观测到跨越宇宙时间的大质量黑洞双星发出的引力波。许多双星预计在并合前数小时至数周内即可被检测到。我们提出了一种快速算法,用于预并检测和初步表征此类双星。该方法在短时傅里叶变换频谱图中搜索具有啁啾时间-频率形态的超额功率。通过将时间-频率平面划分为由双极频率演变定义的切片,我们定义了信号显著性,相对于拟合的仪器噪声和银河系前景背景分布。每个搜索触发后均会进行相干追踪,将随时间一致的触发信号分组。如此,我们的分析能够逐步提供更精确的啁啾质量及并合时间估计。我们通过Sangria LISA数据挑战数据集验证了该算法,成功检测到所有15个注入的MBHBs:14个在并合前数小时至数周内被检测到,而另一个则在双星并合后才被检测到。该算法对于高信噪比源的啁啾质量相对误差低于3%,并合时间的不确定性最高可达数小时。由于处理10天数据段的计算成本低于1秒,我们的方法适用于生成实时警报、触发受保护的观测期,并为贝叶斯参数估计提供信息性先验。

英文摘要:

The Laser Interferometer Space Antenna is expected to observe gravitational waves from massive black hole binaries across cosmic time. Many are anticipated to be detectable hours to weeks before coalescence. We present a fast algorithm for the premerger detection and preliminary characterization of such binaries. The method performs a search for excess power with a chirping time-frequency morphology in short-time Fourier transform spectrograms. By tiling the time-frequency plane with slices defined by the quadrupole frequency evolution, we define a signal significance relative to a fitted background distribution of instrumental noise and Galactic foreground. Individual search triggers are followed by a coherence tracker that groups triggers consistent with the same physical signal over time. Doing so, our analysis provides progressively refined estimates of the chirp mass and coalescence time. We validate our algorithm on the SangriaHM LISA Data Challenge dataset, successfully detecting all 15 injected massive black-hole binaries: 14 of them hours to weeks before merger, while one is only detected after the binary coalescence. The algorithm yields chirp mass relative errors below $3\%$ for high-SNR sources and coalescence time uncertainties of up to a few hours. With a computational cost of less than a second to process a 10-day data segment on a single core, our approach is suitable for generating real-time alerts, triggering protected observational periods, and providing informative priors for Bayesian parameter estimation.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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